Artificial intelligence software available for medical devices: surgical phase recognition in laparoscopic cholecystectomy.

Background: Surgical process modeling automatically identifies surgical phases, and further improvement in recognition accuracy is expected with deep learning. Surgical tool or time series information has been used to improve the recognition accuracy of a model. However, it is difficult to collect this information continuously intraoperatively.